pith:IZ5WUD72
Evaluating the Evaluator: Problems with SemEval-2020 Task 1 for Lexical Semantic Change Detection
SemEval-2020 Task 1 for lexical semantic change detection has narrow definitions of change, corpus preprocessing errors, and limited target sets that make it a partial rather than definitive benchmark.
arxiv:2604.13232 v2 · 2026-04-14 · cs.CL
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\pithnumber{IZ5WUD723UJZYHVNKZH5KMMKE3}
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Record completeness
Claims
Taken together, these limitations suggest that the benchmark should be treated as a useful but partial test bed rather than a definitive measure of progress.
That the listed corpus and preprocessing problems (OCR noise, malformed characters, truncated sentences, inconsistent lemmatisation, POS-tagging errors, missed targets) substantially distort model behaviour, complicate linguistic analysis, and reduce reproducibility.
The SemEval-2020 Task 1 benchmark for lexical semantic change detection is limited by a narrow sense-based definition of change, substantial corpus and preprocessing errors, and small curated target sets that reduce realism.
Receipt and verification
| First computed | 2026-05-28T01:04:40.066161Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
467b6a0ffadd139c1ead564fd5318a26e07c2f3dbe36350eadc5ff5c4cf7e178
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IZ5WUD723UJZYHVNKZH5KMMKE3 \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 467b6a0ffadd139c1ead564fd5318a26e07c2f3dbe36350eadc5ff5c4cf7e178
Canonical record JSON
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